PaddleX/paddlex/repo_apis/PaddleClas_api/cls/register.py

# copyright (c) 2024 PaddlePaddle Authors. All Rights Reserve.
# 
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#    http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import os
import os.path as osp

from ...base.register import register_model_info, register_suite_info
from .model import ClsModel
from .runner import ClsRunner
from .config import ClsConfig

REPO_ROOT_PATH = os.environ.get('PADDLE_PDX_PADDLECLAS_PATH')
PDX_CONFIG_DIR = osp.abspath(osp.join(osp.dirname(__file__), '..', 'configs'))

register_suite_info({
    'suite_name': 'Cls',
    'model': ClsModel,
    'runner': ClsRunner,
    'config': ClsConfig,
    'runner_root_path': REPO_ROOT_PATH
})

################ Models Using Universal Config ################
register_model_info({
    'model_name': 'SwinTransformer_tiny_patch4_window7_224',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR,
                            'SwinTransformer_tiny_patch4_window7_224.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'SwinTransformer_small_patch4_window7_224',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR,
                            'SwinTransformer_small_patch4_window7_224.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'SwinTransformer_base_patch4_window7_224',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR,
                            'SwinTransformer_base_patch4_window7_224.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'SwinTransformer_base_patch4_window12_384',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR,
                            'SwinTransformer_base_patch4_window12_384.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'SwinTransformer_large_patch4_window7_224',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR,
                            'SwinTransformer_large_patch4_window7_224.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'SwinTransformer_large_patch4_window12_384',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR,
                            'SwinTransformer_large_patch4_window12_384.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'PP-LCNet_x0_25',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNet_x0_25.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNet_x0_35',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNet_x0_35.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNet_x0_5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNet_x0_5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNet_x0_75',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNet_x0_75.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNet_x1_0',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNet_x1_0.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNet_x1_5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNet_x1_5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNet_x2_0',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNet_x2_0.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNet_x2_5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNet_x2_5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNetV2_small',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNetV2_small.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNetV2_base',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNetV2_base.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-LCNetV2_large',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-LCNetV2_large.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'CLIP_vit_base_patch16_224',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'CLIP_vit_base_patch16_224.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'CLIP_vit_large_patch14_224',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'CLIP_vit_large_patch14_224.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNet_tiny',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNet_tiny.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNet_small',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNet_small.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNet_base',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNet_base.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNetV2-B0',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNetV2-B0.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNetV2-B1',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNetV2-B1.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNetV2-B2',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNetV2-B2.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNetV2-B3',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNetV2-B3.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNetV2-B4',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNetV2-B4.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNetV2-B5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNetV2-B5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'PP-HGNetV2-B6',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-HGNetV2-B6.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet18',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet18.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet18_vd',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet18_vd.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet34',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet34.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet34_vd',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet34_vd.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet50',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet50.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet50_vd',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet50_vd.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet101',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet101.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet101_vd',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet101_vd.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet152',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet152.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet152_vd',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet152_vd.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ResNet200_vd',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ResNet200_vd.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV1_x0_25',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV1_x0_25.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'MobileNetV1_x0_5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV1_x0_5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'MobileNetV1_x0_75',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV1_x0_75.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'MobileNetV1_x1_0',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV1_x1_0.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'infer_config': 'deploy/configs/inference_cls.yaml'
})

register_model_info({
    'model_name': 'MobileNetV2_x0_25',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV2_x0_25.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV2_x0_5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV2_x0_5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV2_x1_0',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV2_x1_0.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV2_x1_5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV2_x1_5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV2_x2_0',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV2_x2_0.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_large_x0_35',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_large_x0_35.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_large_x0_5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_large_x0_5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_large_x0_75',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_large_x0_75.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_large_x1_0',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_large_x1_0.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_large_x1_25',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_large_x1_25.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_small_x0_35',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_small_x0_35.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_small_x0_5',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_small_x0_5.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_small_x0_75',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_small_x0_75.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_small_x1_0',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_small_x1_0.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'MobileNetV3_small_x1_25',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'MobileNetV3_small_x1_25.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ConvNeXt_tiny',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ConvNeXt_tiny.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ConvNeXt_small',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ConvNeXt_small.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ConvNeXt_base_224',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ConvNeXt_base_224.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ConvNeXt_base_384',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ConvNeXt_base_384.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})

register_model_info({
    'model_name': 'ConvNeXt_large_224',
    'suite': 'Cls',
    'config_path': osp.join(PDX_CONFIG_DIR, 'ConvNeXt_large_384.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
})